We have senior engineers who spend half their day answering basic technical questions for junior staff, which is a massive operational bottleneck. How do we use AI to extract this tribal knowledge and build an internal expert system?

Question

Tyler Smith · Accepted Answer

When your senior technical experts are constantly interrupted to answer routine questions from junior staff, they become a massive operational bottleneck. This people-dependence keeps your business fragile and limits your growth. You must use AI to turn this tribal knowledge into a system-dependent operations tool.

Start by scheduling a few short sessions where your senior experts record themselves walking through their decision-making processes. They can record quick video walkthroughs or dictations of how they solve complex, recurring technical issues. Use an AI tool to transcribe these recordings and extract the core steps, criteria, and logic your experts use.

Next, use these structured transcriptions to build a dedicated internal expert system, such as a custom OpenAI Assistant or a secure knowledge base. Train the AI exclusively on these expert inputs. Junior staff can then query this AI assistant to get instant, accurate answers that mirror the senior expert's thinking, without interrupting them. This immediately frees up your senior team for high-value strategic work, speeds up your junior onboarding process, and builds a valuable, system-dependent asset that directly increases the value of your business.